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IBM Developing Websites Using IBM

In fresh years, desktop translation has enhanced immensely due to advances in abysmal discovering and neural networks. although, the benefits of neural networks near at the can impregnate of not figuring out for inevitable what goes on inside them, which means it’s difficult to troubleshoot their blunders, reminiscent of after they translate “decent morning” in Arabic to “attack them” in Hebrew.

Researchers at IBM and Harvard institution beget developed a novel debugging tool to address this challenge. introduced at the IEEE conference on visible Analytics Science and know-how in Berlin ultimate week, the device lets creators of abysmal discovering functions visualize the determination-making an AI makes when translating a series of phrases from one language to another.

referred to as Seq2Seq-Vis, the device is likely one of the several efforts that intention to interpret selections made by means of abysmal neural networks. greatly generic as the “black container problem,” the opacity of neural networks has become one of the vital serious challenges of the AI business, primarily as abysmal learning finds its manner into more censorious domains.

Seq2Seq-Vis is concentrated on “sequence-to-sequence” fashions, the AI architecture utilized in most up to date computer translation systems. “Sequence-to-sequence models can learn to radically change an arbitrary-length enter sequence into an arbitrary-size output sequence,” says Hendrik Strobelt, scientist at IBM research, including that apart from language translation, sequence-to-sequence is additionally used in different fields equivalent to query-answering, summarization of long textual content and photo captioning. “These fashions are truly effective and state-of-the artwork in almost sum these tasks,” he says.

In a nutshell, sequence-to-sequence translation fashions run a supply string through a number of neural networks to map it to the target language and refine the output to be inevitable it's grammatically and semantically suitable. The introduction of neural networks has improved the results dramatically, however has also made the software greater complicated.

Visualizing machine translation

Stobelt compares the debugging of ordinary language translator software to the usage of a mobile publication. “each time some thing went incorrect, you might appear to be into this ebook and ascertain the rule of thumb that became producing the error message, and you may fix the guideline,” he says. “The problem is, for these tremendously complex, conclusion-to-end trained networks, that you could’t create any such booklet with no trouble. So they were considering of what can be the replacement for whatever fancy this. And this just about drove their aim for Seq2Seq-Vis.”

Stobelt confirmed us how the device works on its demo website, which has an illustration of a German-to-English translation long past incorrect. The sentence “die längsten reisen fangen an , wenn es auf den straßen dunkel wird .” may still be translated to “The longest journeys inaugurate when it receives shaded in the streets.” but the AI model has translated it to “the longest commute begins when it gets to the streets.”

Seq2Seq-vis creates a visual representation of the distinctive stages of the sequence-to-sequence translation manner. This allows for the consumer to determine the mannequin’s altenative manner and find the Place the error is taking vicinity.

Seq2Seq-Vis additionally indicates how every of the words in the enter and output sentences map to training examples in the neural networks of the AI mannequin. “probably the most intricate a allotment of the rationalization is how to unite the choices to the practising examples,” Stobelt says. “The practicing statistics describes the belt of the model. The model doesn’t understand greater about the world than what was offered via the working towards information. And so it makes experience to rear a glance at the training records when debugging a model.”

for example, by using the visible equipment, a user can determine even if the error became due to unhealthy practising examples given to the encoder and decoder, the neural networks that classify sentences within the source and vacation spot languages; a misconfiguration within the “consideration model,” the allotment that connects the encoder and decoder networks; or an issue within the “beam search,” the AI model that refines the output of the interpretation model.

Correcting sequence-to-sequence fashions

Seq2Seq-Vis isn't the best assignment that tries to clarify selections made through synthetic intelligence. fixing the black box issue has turn into more and more essential to the AI trade and has attracted a few tutorial associations, tremendous tech groups, and DARPA, the analysis arm of the defense department. IBM researchers additionally these days proposed a separate initiative to enhance transparency in AI the usage of factsheets.

Seq2Seq-Vis needs access to training facts and different internal details concerning the AI model it desires to debug. In contrast, one of the vital other explainable AI tactics only want entry to the outputs of the neural networks to interpret their choices.

despite the fact, whereas most other approaches focal point solely on interpreting AI choices, Seq2Seq-Vis makes it workable for clients to apply corrections to their fashions. “We had been able to attain both sides. They had been able to attain the visualization, but they were also able to trade the underlying backend,” Stobelt says. this is what Stobelt calls “What-if testing.”

for example, clients can pick and correct words in the output sequence, or they can reconfigure the manner the consideration model maps input and output positions.

however using Seq2Seq-Vis isn't for the conclusion person of translation purposes. It requires ordinary scholarship of how sequence-to-sequence models work. This makes feel of route, because as Stobelt explains, the device is geared toward the architects and trainers of AI fashions.

So who is interested in Seq2Seq-Vis? “We’re at present speakme about how they may spend it internally at IBM. but the supply code is open supply, so i can contemplate about lots of agencies would requisite to bounce on board,” Stobelt talked about.

Ben Dickson is a application engineer and the founder of TechTalks, a weblog that explores the techniques expertise is fixing and developing issues.

The stream become made in response to an authoritative resolution of the government of Saudi Arabia to work on enhancing the first-rate of municipal services for purchasers and combine leading applied sciences into features as a allotment of the Saudi vision 2030 software.

The Saudi vision 2030 application is an agenda for economic evolution and the diversification of the Saudi financial system far from oil, which contains between 30-40 of the country’s GDP. First added in 2016 with the aid of Crown Prince Mohammad bin Salman, the agenda additionally aims to augment infrastructure, healthcare, tourism, training, in addition to armed forces spending and manufacturing.

Backed through leading government departments, Riyadh Municipality, IBM, and Saudi tech company Elm trade will organize workshops to verify which features may also be upgraded the usage of blockchain.

IBM will due to this fact develop the primary blockchain answer at the municipal level, whereas Elm will implement the know-how into services offered by means of the government. Tarek Zarg El Aioun, nation common manager at IBM Saudi Arabia, instructed ITP that IBM “believes” that blockchain expertise “has the capability to exchange the realm within the identical means [as] the internet whereas redefining how trade and transactions turn up.” He brought:

"through the collaboration between Riyadh Municipality, Elm and IBM, they should be in a position to assist the Saudi executive reimagine and transform the style through which features are supplied to residents, residents, businesses, and company. it is a strategic step against helping the goals of Saudi Arabia's imaginative and prescient 2030."

In may also, the govt of Saudi Arabia carried out a “blockchain bootcamp” session focused on constructing Ethereum sensible contracts and decentralized functions (DApps). Authorities described the event as a allotment of its map to create a “digital ambiance” under its 2020 “motion map and aims.”

The Saudi Arabian financial Authority (SAMA) partnered with Ripple in February this yr to deliver assist for Ripple’s alien payments expertise to banks in the nation. The pilot application will enable participating KSA banks to invent spend of Ripple’s enterprise application solution xCurrent for cross-border funds.

up to date Feb. 12, 1 p.m.: For a mighty allotment of the twentieth century, Boca Raton was the middle of technological innovation.

In 1970, IBM achieved its 620,000 rectangular foot corporate headquarters and manufacturing plant, the Place the enterprise built its popularity as the world’s computing colossal. Over the subsequent two a long time, IBM’s leading campus grew to span practically 600 acres. After IBM closed the great facility in 1996, the property changed arms 3 times. today, the web page nonetheless can pay homage to its techie roots as the Boca Raton Innovation Campus.

these days, Boca Raton is split into three submarkets: the northwest sector, midtown headquarters enviornment and downtown. honest estate brokers and developers in Boca Raton order there’s a novel focal point on creating more residential and trade opportunities citywide. Boca’s city commission has made it easier through rezoning company park residences within the northwest sector to permit for residential, retail and inn uses.

indications of alternate

In 2015, as a result of the rezoning, two associations representing a consortium of 66 property owners rebranded the 750-acre Arvida Park of Commerce into the Park at damaged Sound. The redevelopment consists of 5.2 million square ft of workplace belt plus 210,000 rectangular feet with prefatory website approval; 554,000 rectangular toes of commercial/retail space, plus eighty one,000 square feet with prefatory web site approval; and three residential tasks totaling 1,050 multifamily devices.

Malcolm Butters, CEO of Coconut Creek-based Butters construction, said the residential market has seen tremendous augment and will back fuel other actual estate sectors, notably workplace. Butters bought three office buildings in Boca over the final 12 months. “we've seen nice absorption and rising rents,” Butters mentioned. “There is not any novel workplace product, however the economic climate is nowhere proximate its height. it's going to proceed to develop.”

“There are folks assembling properties and looking out to subsequent cycle from retail viewpoint. There is no vacant land that could accommodate blended-use retail. in the event you find a property, the land price is pretty dramatic,” pointed out Keith O’Donnell, primary with Avison young.

ultimate month, Elad neighborhood sum started demolition work at 210 Southeast Mizner Boulevard and 398 Southeast Mizner Boulevard the Place the developer plans evolution of an unnamed trio of nine-story condominium buildings replacing the Mizner on the eco-friendly townhouse construction.

regional, Penn-Florida groups lately began clearing a web site at 103 East Camino precise the Place the company plans to build the 12-story Mandarin Oriental Boca Raton resort. The hotel is a allotment of by the spend of Mizner, a mixed-use assignment with a view to additionally encompass a ninety two-unit luxury tower, Residences at Mandarin Oriental Boca Raton. In October, the developer closed on essentially $four hundred million in financing for by means of Mizner.

in the meantime, CC Residential – a partnership between Armando Codina and Jim Carr, and tall apple-primarily based Praedium neighborhood – achieved a 370-unit condominium advanced referred to as 850 Boca that’s the first residential assignment to retreat up at the Park at broken Sound. The construction, a admixture of five-story constructions and two-story townhomes, sold in late December to AvalonBay Communities for $138 million.

850 Boca has 336 residences that modest 1,093 rectangular ft with regular rents of $2,170 or $1.ninety nine per square foot. There are 34 townhomes that common 1,736 rectangular toes with a standard hire of $3,855 or $2.22 per rectangular foot.

FCI Residential, the evolution arm of sugarcane significant Florida Crystals, announced plans for a $80 million rental complicated in Boca’s downtown on the website of a now-shuttered looking center. both eight-story structures could beget 350 gadgets, two parking garages and a public dog park.

And the Miami-based mostly connected community is attempting to strike a contend with the city of Boca Raton that would enable the construction company to construct a mixed-use mission on a 3.6-acre site in Mizner Park. linked would deserve to tear down a 15-year-historic amphitheater to invent approach for the brand novel building, which would encompass 300 to 400 residential instruments, plus eating places and a parking garage. In exchange, linked is providing to construct the metropolis a brand novel a 1,500-seat performing arts headquarters and a parking garage.

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If content is king, then most organizations eventually near to recognize that they are servants to information and knowledge. Despite sophisticated servers and storage devices crammed with terabytes of data, relatively few companies are adept at harnessing the content and scholarship tucked away in sum corners of the enterprise.

“There is a tremendous amount of valuable information that is never Put to use,” observes Stephen Powers, vice president, research director at Forrester Research.

The situation isn’t getting any easier. Today, organizations find themselves buried in unstructured data—including audio and video files, meeting notes and e-mail messages. And as the spend of mobile tools and social networking spreads, there’s a growing requisite to capture, manage and share content and scholarship in novel ways.

“Businesses are looking to unlock the complete value of their content,” says Erik Larson, a senior executive in Accenture’s Process and Information Management Practice. “Unfortunately, many organizations requisite the systems to attain so.”

Achieving success is not east. There’s no single tool or software package that can capture, store and manage sum the content and scholarship that resides in computers and people. There’s also no single way to share information and content among employees and with customers and trade partners.

Best-practice organizations understand that an effective strategy requires cross-functional planning and expertise, the birthright information technology, and an eye on processes and workflows.

The thought of capturing and sharing expertise is nothing new. To a inevitable extent, businesses beget always looked for ways to manage content and scholarship more effectively. But the advent of computers—and particularly the Internet—has changed things in a significant way. dawn in the late 1990s, organizations began looking for ways to share everything from existing files and snippets of information to insights and experiences.

Knowledge management (KM) and enterprise content management (ECM) aim to provide content, expertise and scholarship where and when they’re needed. Forrester’s Powers defines KM as the governance model and ECM as the system that supports an initiative.

ECM can rear many forms, including collaboration tools, Web- or server-based file- and document-sharing technology, social media systems and more. “It makes sense from both a strategic and cost point of view to reuse the best content and share knowledge,” Accenture’s Larson says.

Electrolux Believes in Sharing

One company that has fully embraced the concept is Electrolux, the world’s second-largest manufacturer of appliances. The company—based in Stockholm and with 50,000 employees spread across 60 countries—has turned to KM to share key content across half a dozen trade units, including its Frigidaire and Eureka brands. “We realize that they can work smarter together than apart,” says Ralf Larsson, director of online employee assignation and development.

In 2009, Electrolux identified a requisite to poke away from what Larsson describes as a “traditional, corporate-driven” approach to sharing content and knowledge. It turned to Microsoft SharePoint as well as IBM’s Connections, Lotus Notes and Sametime software, so that employees could access content and collaborate on the skim through an intranet, online communities and microblogs. More than 100 portals now exist, including 1,100 collaboration spaces with upward of 8,500 members.

The system offers a platform for scholarship sharing and collaborative problem solving. For example, final year, when the organization created a mobile-based social Internet capability that didn’t role as intended, IT professionals in Germany, Italy and the United Kingdom began working on a fix. “Within two hours, the problem was resolved,” Larsson says. “In the past, they would beget had dozens of phone calls and struggled for hours to address the problem.”

Electrolux also uses the platform for onboarding novel hires. Employees spend the system to learn about job functions and the company by accessing an array of content. In the past, updating content was intricate and rather unwieldy. Today, authorized human resources managers and others can share insights, collaborate and rewrite content on the fly.

In addition, community members—typically top managers—can respond to questions posted by the company’s CEO or another high-ranking executive. This serves as a way to spark novel ideas and innovation. Says Larsson: “We’re seeing open dialogue and scholarship sharing in areas as diverse as R&D and customer service.”

Instrument of Change

Three primary areas of KM and ECM exist, Forrester’s Powers says. These encompass internal content, transactional content and so-called “persuasive” content that targets the outside world. The final one represents a significant opportunity that many organizations attain not fully exploit.

“Outward facing initiatives—including Websites, mobile and social initiatives—are very different from traditional document management systems,” he says. “You can ordain formats and devices internally, but you beget minute control over customers.”

One company attempting to ratchet up externally facing KM and ECM initiatives is National Instruments (NI), a leading manufacturer of testing paraphernalia used by engineers, scientists and other technical specialists. The Austin, Texas, company, with annual revenues exceeding $1 billion and more than 6,000 employees, sells a software programming platform, LabVIEW, that uses a graphical system design and virtual instrumentation to automate testing processes for equipment.

“Our success is based on the faculty of their customers to become skillful with their tools,” says John Pasquarette, vice president of e-business. “The community of users takes the platform to places they hadn’t envisioned. In many instances, they know how to spend it better than they do.”

As a result, NI turned to the Jive Engage Platform to enable socially focused scholarship and content sharing both internally and externally. “The community approach, including discussions about how to tangle the most out of LabVIEW and solve various issues, “drives better solutions and ultimately sells their products,” he says.

For instance, a customer with a problem can post a question and receive input from users sum over the world. “Historically, they had a traditional approach of feeding content into the Website,” Pasquarette says. “Tech support engineers, R&D specialists and product marketing managers created content to support LabVIEW—including [sample] programs and white papers.

“These novel collaborative technologies are shifting the publishing role toward the customer. Participants fancy to share their expertise, and they beget a mighty deal of credibility with their peers. It’s a winning situation for everyone involved.”

The content is also plugged into a scholarship basis that’s used by customers. The result? NI has reduced phone support and summon headquarters costs and improved its support metrics. Says Pasquarette: “Customers that are lively on these sites panoply higher loyalty rates, they buy more products and they invent more recommendations to peers.”

Knowledge Rules!

Not surprisingly, the challenges of structure effective KM and ECM tools multiply as organizations confront a growing tangle of systems and formats containing document files, spreadsheets, Web content, social media feeds, databases and more. The faculty to understand governance issues and trade context—and map out a strategy—is paramount.

“There’s no single software package that can address the complete spectrum of ECM needs,” Powers notes. “An enterprise may require a portal, a document management system, a digital asset management system and numerous other components.”

It’s also primary to recognize that a KM or ECM system is only as apt as the search results it generates. In some cases, the spend of tags can back manage the crush of content, although these tools present problems at the enterprise flush because people label things differently.

Accenture’s Larson suggests tweaking and fine-tuning search capabilities by examining how users search and access content. “You can change the hypothesis a bit to gain insight into what works best.” In addition, the best systems rear into account a person’s job category or role when delivering results.

In the end, the growing complexity of managing enterprise content is both an opportunity and a challenge. Organizations that harness the complete power of KM and ECM are able to work faster, smarter and better. They’re able to connect to content and ration it in novel and innovative ways.

Says Larson: “Organizations must view information management in a broad way and understand the complete value of what scholarship management and enterprise content management provide.”

No result found, try novel keyword!A replay of the webcast will also be available on the rim.com website. They map to wrap up the summon before ... In addition, BAS customers will beget access to a complete line of IBM’s web 2.0 powered Lotus ...

Database technology is a fast-moving realm filled with innovations. Michael Manoochehri describes the current state of the realm and discusses the four rules for data success.

This chapter is from the book 

The first rule of any technology used in a trade is that automation applied to an efficient operation will magnify the efficiency. The second is that automation applied to an inefficient operation will magnify the inefficiency.

—Bill Gates

The software that you spend creates and processes data, and this data can provide value in a variety of ways. Insights gleaned from this data can be used to streamline determination making. Statistical analysis may back to drive research or inform policy. Real-time analysis can be used to identify inefficiencies in product development. In some cases, analytics created from the data, or even the data itself, can be offered as a product.

Studies beget shown that organizations that spend rigorous data analysis (when they attain so effectively) to drive determination making can be more productive than those that attain not.1 What separates the successful organizations from the ones that don’t beget a data-driven plan?

Database technology is a fast-moving realm filled with innovations. This chapter will portray the current state of the field, and provide the basic guidelines that inform the spend cases featured throughout the relaxation of this book.

Computers fundamentally provide the faculty to define rational operations that act upon stored data, and digital data management has always been a cornerstone of digital computing. However, the volume of digital data available has never been greater than at the very jiffy you finish this sentence. And in the time it takes you to read this sentence, terabytes of data (and possibly quite a lot more) beget just been generated by computer systems around the world. If data has always been a central allotment of computing, what makes tall Data such a tall deal now? The answer: accessibility.

The account of data accessibility could start with the IT version of the Cambrian explosion: in other words, the incredible rise of the personal computer. With the launch of products fancy the Apple II and, later, the Windows platform, millions of users gained the faculty to process and analyze data (not a lot of data, by today’s standards) quickly and affordably. In the world of business, spreadsheet tools such as VisiCalc for the Apple II and Lotus 1-2-3 for Windows PCs were the so-called killer apps that helped drive sales of personal computers as tools to address trade and research data needs. hard drive costs dropped, processor speeds increased, and there was no cease to the amount of applications available for data processing, including software such as Mathematica, SPSS, Microsoft Access and Excel, and thousands more.

However, there’s an inherent limitation to the amount of data that can be processed using a personal computer; these systems are limited by their amount of storage and memory and by the faculty of their processors to process the data. Nevertheless, the personal computer made it workable to collect, analyze, and process as much data as could appropriate in whatever storage the humble hardware could support. great data systems, such as those used in airline reservation systems or those used to process government census data, were left to the worlds of the mainframe and the supercomputer.

Enterprise vendors who dealt with tremendous amounts of data developed relational database management systems (RDBMSs), such as those provided by Microsoft SQL Server or Oracle. With the rise of the Internet came a requisite for affordable and accessible database backends for Web applications. This requisite resulted in another wave of data accessibility and the popularity of powerful open-source relational databases, such as PostgreSQL and MySQL. WordPress, the most common software for Web site content management, is written in PHP and uses a MySQL database by default. In 2011, WordPress claimed that 22% of sum novel Web sites are built using WordPress.2

RDBMSs are based on a tried-and-true design in which each record of data is ideally stored only once in a single place. This system works amazingly well as long as data always looks the selfsame and stays within a dictated size limit.